Dataset statistics
| Number of variables | 34 |
|---|---|
| Number of observations | 81412 |
| Missing cells | 325145 |
| Missing cells (%) | 11.7% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 12.0 MiB |
| Average record size in memory | 155.0 B |
Variable types
| Numeric | 13 |
|---|---|
| Categorical | 14 |
| Boolean | 7 |
medical_specialty has a high cardinality: 70 distinct values | High cardinality |
diag_1 has a high cardinality: 701 distinct values | High cardinality |
diag_2 has a high cardinality: 725 distinct values | High cardinality |
diag_3 has a high cardinality: 761 distinct values | High cardinality |
insulin is highly correlated with change and 1 other fields | High correlation |
change is highly correlated with insulin and 1 other fields | High correlation |
diabetesMed is highly correlated with insulin and 1 other fields | High correlation |
insulin is highly correlated with change and 1 other fields | High correlation |
change is highly correlated with insulin and 1 other fields | High correlation |
diabetesMed is highly correlated with insulin and 1 other fields | High correlation |
insulin is highly correlated with change and 1 other fields | High correlation |
change is highly correlated with insulin and 1 other fields | High correlation |
diabetesMed is highly correlated with insulin and 1 other fields | High correlation |
change is highly correlated with insulin and 1 other fields | High correlation |
insulin is highly correlated with change and 1 other fields | High correlation |
diabetesMed is highly correlated with change and 1 other fields | High correlation |
race has 1827 (2.2%) missing values | Missing |
age has 2336 (2.9%) missing values | Missing |
weight has 78913 (96.9%) missing values | Missing |
admission_type_code has 9366 (11.5%) missing values | Missing |
discharge_disposition_code has 4276 (5.3%) missing values | Missing |
admission_source_code has 5641 (6.9%) missing values | Missing |
payer_code has 32278 (39.6%) missing values | Missing |
medical_specialty has 40020 (49.2%) missing values | Missing |
num_lab_procedures has 1493 (1.8%) missing values | Missing |
num_medications has 2678 (3.3%) missing values | Missing |
diag_2 has 1349 (1.7%) missing values | Missing |
max_glu_serum has 77159 (94.8%) missing values | Missing |
A1Cresult has 67807 (83.3%) missing values | Missing |
admission_id is uniformly distributed | Uniform |
admission_id has unique values | Unique |
num_procedures has 37355 (45.9%) zeros | Zeros |
number_outpatient has 67984 (83.5%) zeros | Zeros |
number_emergency has 72350 (88.9%) zeros | Zeros |
number_inpatient has 53995 (66.3%) zeros | Zeros |
Reproduction
| Analysis started | 2022-01-29 00:31:56.180792 |
|---|---|
| Analysis finished | 2022-01-29 00:32:37.188171 |
| Duration | 41.01 seconds |
| Software version | pandas-profiling v3.1.0 |
| Download configuration | config.json |
| Distinct | 81412 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 40705.5 |
| Minimum | 0 |
|---|---|
| Maximum | 81411 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 636.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4070.55 |
| Q1 | 20352.75 |
| median | 40705.5 |
| Q3 | 61058.25 |
| 95-th percentile | 77340.45 |
| Maximum | 81411 |
| Range | 81411 |
| Interquartile range (IQR) | 40705.5 |
Descriptive statistics
| Standard deviation | 23501.76439 |
|---|---|
| Coefficient of variation (CV) | 0.5773609069 |
| Kurtosis | -1.2 |
| Mean | 40705.5 |
| Median Absolute Deviation (MAD) | 20353 |
| Skewness | 0 |
| Sum | 3313916166 |
| Variance | 552332929.7 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 79180 | 1 | < 0.1% |
| 19811 | 1 | < 0.1% |
| 17762 | 1 | < 0.1% |
| 23905 | 1 | < 0.1% |
| 21856 | 1 | < 0.1% |
| 77135 | 1 | < 0.1% |
| 75086 | 1 | < 0.1% |
| 81229 | 1 | < 0.1% |
| 68939 | 1 | < 0.1% |
| Other values (81402) | 81402 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 |
| Value | Count | Frequency (%) |
| 81411 | 1 | |
| 81410 | 1 | |
| 81409 | 1 | |
| 81408 | 1 | |
| 81407 | 1 | |
| 81406 | 1 | |
| 81405 | 1 | |
| 81404 | 1 | |
| 81403 | 1 | |
| 81402 | 1 |
patient_id
Real number (ℝ≥0)
| Distinct | 60069 |
|---|---|
| Distinct (%) | 73.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 108639531.1 |
| Minimum | 198 |
|---|---|
| Maximum | 379005166 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 636.2 KiB |
Quantile statistics
| Minimum | 198 |
|---|---|
| 5-th percentile | 2914233.3 |
| Q1 | 46839060 |
| median | 90834372 |
| Q3 | 175111722 |
| 95-th percentile | 222996661.2 |
| Maximum | 379005166 |
| Range | 379004968 |
| Interquartile range (IQR) | 128272662 |
Descriptive statistics
| Standard deviation | 77324533.16 |
|---|---|
| Coefficient of variation (CV) | 0.7117531928 |
| Kurtosis | -0.3648068986 |
| Mean | 108639531.1 |
| Median Absolute Deviation (MAD) | 65849112 |
| Skewness | 0.4666683655 |
| Sum | 8.844561509 × 1012 |
| Variance | 5.979083428 × 1015 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 177571710 | 33 | < 0.1% |
| 176455008 | 20 | < 0.1% |
| 181219536 | 19 | < 0.1% |
| 185418630 | 18 | < 0.1% |
| 47286738 | 18 | < 0.1% |
| 3320514 | 18 | < 0.1% |
| 182320488 | 17 | < 0.1% |
| 46397970 | 17 | < 0.1% |
| 86281740 | 16 | < 0.1% |
| 168857154 | 16 | < 0.1% |
| Other values (60059) | 81220 |
| Value | Count | Frequency (%) |
| 198 | 2 | |
| 684 | 1 | < 0.1% |
| 1386 | 1 | < 0.1% |
| 1476 | 1 | < 0.1% |
| 1782 | 1 | < 0.1% |
| 2232 | 4 | |
| 2538 | 1 | < 0.1% |
| 2556 | 3 | |
| 3186 | 1 | < 0.1% |
| 3978 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 379005166 | 1 | |
| 378702118 | 1 | |
| 378698788 | 1 | |
| 378664102 | 1 | |
| 378515620 | 1 | |
| 378431452 | 1 | |
| 378358570 | 1 | |
| 378258634 | 1 | |
| 378194590 | 1 | |
| 378151156 | 1 |
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1827 |
| Missing (%) | 2.2% |
| Memory size | 79.8 KiB |
| white | |
|---|---|
| black | |
| hispanic | 1627 |
| other | 1180 |
| asian | 517 |
Length
| Max length | 8 |
|---|---|
| Median length | 5 |
| Mean length | 5.061330653 |
| Min length | 5 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | white |
|---|---|
| 2nd row | white |
| 3rd row | white |
| 4th row | black |
| 5th row | white |
Common Values
| Value | Count | Frequency (%) |
| white | 60873 | |
| black | 15388 | 18.9% |
| hispanic | 1627 | 2.0% |
| other | 1180 | 1.4% |
| asian | 517 | 0.6% |
| (Missing) | 1827 | 2.2% |
Length
Pie chart
| Value | Count | Frequency (%) |
| white | 60873 | |
| black | 15388 | 19.3% |
| hispanic | 1627 | 2.0% |
| other | 1180 | 1.5% |
| asian | 517 | 0.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
gender
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 2 |
| Missing (%) | < 0.1% |
| Memory size | 79.8 KiB |
| female | |
|---|---|
| male |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.074044958 |
| Min length | 4 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | male |
|---|---|
| 2nd row | male |
| 3rd row | female |
| 4th row | female |
| 5th row | female |
Common Values
| Value | Count | Frequency (%) |
| female | 43719 | |
| male | 37691 | |
| (Missing) | 2 | < 0.1% |
Length
Pie chart
| Value | Count | Frequency (%) |
| female | 43719 | |
| male | 37691 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 2336 |
| Missing (%) | 2.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 60.9550306 |
| Minimum | 0 |
|---|---|
| Maximum | 90 |
| Zeros | 136 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 715.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 30 |
| Q1 | 50 |
| median | 60 |
| Q3 | 70 |
| 95-th percentile | 80 |
| Maximum | 90 |
| Range | 90 |
| Interquartile range (IQR) | 20 |
Descriptive statistics
| Standard deviation | 15.97400516 |
|---|---|
| Coefficient of variation (CV) | 0.2620621301 |
| Kurtosis | 0.2920675104 |
| Mean | 60.9550306 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | -0.6355593598 |
| Sum | 4820080 |
| Variance | 255.1688408 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 70 | 20261 | |
| 60 | 17414 | |
| 50 | 13414 | |
| 80 | 13383 | |
| 40 | 7498 | 9.2% |
| 30 | 2964 | 3.6% |
| 90 | 2172 | 2.7% |
| 20 | 1297 | 1.6% |
| 10 | 537 | 0.7% |
| 0 | 136 | 0.2% |
| (Missing) | 2336 | 2.9% |
| Value | Count | Frequency (%) |
| 0 | 136 | 0.2% |
| 10 | 537 | 0.7% |
| 20 | 1297 | 1.6% |
| 30 | 2964 | 3.6% |
| 40 | 7498 | 9.2% |
| 50 | 13414 | |
| 60 | 17414 | |
| 70 | 20261 | |
| 80 | 13383 | |
| 90 | 2172 | 2.7% |
| Value | Count | Frequency (%) |
| 90 | 2172 | 2.7% |
| 80 | 13383 | |
| 70 | 20261 | |
| 60 | 17414 | |
| 50 | 13414 | |
| 40 | 7498 | 9.2% |
| 30 | 2964 | 3.6% |
| 20 | 1297 | 1.6% |
| 10 | 537 | 0.7% |
| 0 | 136 | 0.2% |
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 78913 |
| Missing (%) | 96.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 73.66946779 |
| Minimum | 0 |
|---|---|
| Maximum | 200 |
| Zeros | 40 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 715.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 50 |
| Q1 | 50 |
| median | 75 |
| Q3 | 100 |
| 95-th percentile | 125 |
| Maximum | 200 |
| Range | 200 |
| Interquartile range (IQR) | 50 |
Descriptive statistics
| Standard deviation | 26.23034153 |
|---|---|
| Coefficient of variation (CV) | 0.3560544459 |
| Kurtosis | 1.55183219 |
| Mean | 73.66946779 |
| Median Absolute Deviation (MAD) | 25 |
| Skewness | 0.3830941591 |
| Sum | 184100 |
| Variance | 688.0308168 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 75 | 1037 | 1.3% |
| 50 | 713 | 0.9% |
| 100 | 482 | 0.6% |
| 125 | 117 | 0.1% |
| 25 | 72 | 0.1% |
| 0 | 40 | < 0.1% |
| 150 | 27 | < 0.1% |
| 175 | 8 | < 0.1% |
| 200 | 3 | < 0.1% |
| (Missing) | 78913 |
| Value | Count | Frequency (%) |
| 0 | 40 | < 0.1% |
| 25 | 72 | 0.1% |
| 50 | 713 | |
| 75 | 1037 | |
| 100 | 482 | |
| 125 | 117 | 0.1% |
| 150 | 27 | < 0.1% |
| 175 | 8 | < 0.1% |
| 200 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 200 | 3 | < 0.1% |
| 175 | 8 | < 0.1% |
| 150 | 27 | < 0.1% |
| 125 | 117 | 0.1% |
| 100 | 482 | |
| 75 | 1037 | |
| 50 | 713 | |
| 25 | 72 | 0.1% |
| 0 | 40 | < 0.1% |
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 9366 |
| Missing (%) | 11.5% |
| Memory size | 79.8 KiB |
| Emergency | |
|---|---|
| Elective | |
| Urgent | |
| Trauma Center | 16 |
| Newborn | 8 |
Length
| Max length | 13 |
|---|---|
| Median length | 9 |
| Mean length | 8.187130444 |
| Min length | 6 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Elective |
|---|---|
| 2nd row | Urgent |
| 3rd row | Emergency |
| 4th row | Emergency |
| 5th row | Urgent |
Common Values
| Value | Count | Frequency (%) |
| Emergency | 42562 | |
| Elective | 14884 | 18.3% |
| Urgent | 14576 | 17.9% |
| Trauma Center | 16 | < 0.1% |
| Newborn | 8 | < 0.1% |
| (Missing) | 9366 | 11.5% |
Length
Pie chart
| Value | Count | Frequency (%) |
| emergency | 42562 | |
| elective | 14884 | 20.7% |
| urgent | 14576 | 20.2% |
| trauma | 16 | < 0.1% |
| center | 16 | < 0.1% |
| newborn | 8 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 23 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 4276 |
| Missing (%) | 5.3% |
| Memory size | 80.4 KiB |
| Discharged to home | |
|---|---|
| Discharged/transferred to SNF | |
| Discharged/transferred to home with home health service | |
| Discharged/transferred to another short term hospital | 1690 |
| Discharged/transferred to another rehab fac including rehab units of a hospital | 1580 |
| Other values (18) | 4671 |
Length
| Max length | 105 |
|---|---|
| Median length | 18 |
| Mean length | 27.38819747 |
| Min length | 7 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Discharged to home |
|---|---|
| 2nd row | Discharged to home |
| 3rd row | Discharged to home |
| 4th row | Discharged to home |
| 5th row | Discharged/transferred to another rehab fac including rehab units of a hospital |
Common Values
| Value | Count | Frequency (%) |
| Discharged to home | 47854 | |
| Discharged/transferred to SNF | 11097 | 13.6% |
| Discharged/transferred to home with home health service | 10244 | 12.6% |
| Discharged/transferred to another short term hospital | 1690 | 2.1% |
| Discharged/transferred to another rehab fac including rehab units of a hospital | 1580 | 1.9% |
| Expired | 1312 | 1.6% |
| Discharged/transferred to another type of inpatient care institution | 936 | 1.1% |
| Discharged/transferred to ICF | 650 | 0.8% |
| Left AMA | 506 | 0.6% |
| Discharged/transferred to a long term care hospital | 324 | 0.4% |
| Other values (13) | 943 | 1.2% |
| (Missing) | 4276 | 5.3% |
Length
| Value | Count | Frequency (%) |
| to | 74698 | |
| home | 68831 | |
| discharged | 47859 | |
| discharged/transferred | 26701 | 9.0% |
| snf | 11097 | 3.8% |
| health | 10248 | 3.5% |
| with | 10244 | 3.5% |
| service | 10244 | 3.5% |
| another | 4218 | 1.4% |
| hospital | 3829 | 1.3% |
| Other values (57) | 27750 | 9.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 14 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 5641 |
| Missing (%) | 6.9% |
| Memory size | 80.3 KiB |
| Emergency Room | |
|---|---|
| Physician Referral | |
| Transfer from a hospital | 2581 |
| Transfer from another health care facility | 1819 |
| Clinic Referral | 878 |
| Other values (9) | 867 |
Length
| Max length | 57 |
|---|---|
| Median length | 14 |
| Mean length | 16.56794816 |
| Min length | 9 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | Physician Referral |
|---|---|
| 2nd row | Emergency Room |
| 3rd row | Emergency Room |
| 4th row | Emergency Room |
| 5th row | Physician Referral |
Common Values
| Value | Count | Frequency (%) |
| Emergency Room | 45942 | |
| Physician Referral | 23684 | |
| Transfer from a hospital | 2581 | 3.2% |
| Transfer from another health care facility | 1819 | 2.2% |
| Clinic Referral | 878 | 1.1% |
| Transfer from a Skilled Nursing Facility (SNF) | 681 | 0.8% |
| HMO Referral | 148 | 0.2% |
| Court/Law Enforcement | 15 | < 0.1% |
| Transfer from hospital inpt/same fac reslt in a sep claim | 10 | < 0.1% |
| Transfer from critial access hospital | 6 | < 0.1% |
| Other values (4) | 7 | < 0.1% |
| (Missing) | 5641 | 6.9% |
Length
| Value | Count | Frequency (%) |
| emergency | 45942 | |
| room | 45942 | |
| referral | 24710 | |
| physician | 23684 | |
| transfer | 5099 | 3.0% |
| from | 5099 | 3.0% |
| a | 3272 | 2.0% |
| hospital | 2597 | 1.6% |
| facility | 2500 | 1.5% |
| care | 1819 | 1.1% |
| Other values (26) | 6825 | 4.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
time_in_hospital
Real number (ℝ≥0)
| Distinct | 14 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.395924434 |
| Minimum | 1 |
|---|---|
| Maximum | 14 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 636.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 11 |
| Maximum | 14 |
| Range | 13 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.975844099 |
|---|---|
| Coefficient of variation (CV) | 0.6769552444 |
| Kurtosis | 0.8490950317 |
| Mean | 4.395924434 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.130728188 |
| Sum | 357881 |
| Variance | 8.855648103 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 14223 | |
| 2 | 13723 | |
| 1 | 11302 | |
| 4 | 11228 | |
| 5 | 7975 | |
| 6 | 6059 | |
| 7 | 4717 | 5.8% |
| 8 | 3528 | 4.3% |
| 9 | 2372 | 2.9% |
| 10 | 1886 | 2.3% |
| Other values (4) | 4399 | 5.4% |
| Value | Count | Frequency (%) |
| 1 | 11302 | |
| 2 | 13723 | |
| 3 | 14223 | |
| 4 | 11228 | |
| 5 | 7975 | |
| 6 | 6059 | |
| 7 | 4717 | 5.8% |
| 8 | 3528 | 4.3% |
| 9 | 2372 | 2.9% |
| 10 | 1886 | 2.3% |
| Value | Count | Frequency (%) |
| 14 | 814 | 1.0% |
| 13 | 944 | 1.2% |
| 12 | 1153 | 1.4% |
| 11 | 1488 | 1.8% |
| 10 | 1886 | 2.3% |
| 9 | 2372 | 2.9% |
| 8 | 3528 | |
| 7 | 4717 | |
| 6 | 6059 | |
| 5 | 7975 |
| Distinct | 17 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 32278 |
| Missing (%) | 39.6% |
| Memory size | 80.3 KiB |
| MC | |
|---|---|
| HM | |
| SP | |
| BC | |
| MD | |
| Other values (12) |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | MC |
|---|---|
| 2nd row | MD |
| 3rd row | MC |
| 4th row | HM |
| 5th row | BC |
Common Values
| Value | Count | Frequency (%) |
| MC | 25952 | |
| HM | 4973 | 6.1% |
| SP | 4003 | 4.9% |
| BC | 3718 | 4.6% |
| MD | 2824 | 3.5% |
| CP | 2053 | 2.5% |
| UN | 1925 | 2.4% |
| CM | 1551 | 1.9% |
| OG | 795 | 1.0% |
| PO | 469 | 0.6% |
| Other values (7) | 871 | 1.1% |
| (Missing) | 32278 |
Length
| Value | Count | Frequency (%) |
| mc | 25952 | |
| hm | 4973 | 10.1% |
| sp | 4003 | 8.1% |
| bc | 3718 | 7.6% |
| md | 2824 | 5.7% |
| cp | 2053 | 4.2% |
| un | 1925 | 3.9% |
| cm | 1551 | 3.2% |
| og | 795 | 1.6% |
| po | 469 | 1.0% |
| Other values (7) | 871 | 1.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 70 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 40020 |
| Missing (%) | 49.2% |
| Memory size | 636.2 KiB |
| InternalMedicine | |
|---|---|
| Emergency/Trauma | |
| Family/GeneralPractice | |
| Cardiology | |
| Surgery-General | |
| Other values (65) |
Length
| Max length | 36 |
|---|---|
| Median length | 16 |
| Mean length | 15.9465114 |
| Min length | 6 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 8 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | Emergency/Trauma |
|---|---|
| 2nd row | InternalMedicine |
| 3rd row | Family/GeneralPractice |
| 4th row | Emergency/Trauma |
| 5th row | Emergency/Trauma |
Common Values
| Value | Count | Frequency (%) |
| InternalMedicine | 11712 | 14.4% |
| Emergency/Trauma | 6021 | 7.4% |
| Family/GeneralPractice | 5939 | 7.3% |
| Cardiology | 4273 | 5.2% |
| Surgery-General | 2473 | 3.0% |
| Nephrology | 1299 | 1.6% |
| Orthopedics | 1100 | 1.4% |
| Orthopedics-Reconstructive | 981 | 1.2% |
| Radiologist | 913 | 1.1% |
| Pulmonology | 700 | 0.9% |
| Other values (60) | 5981 | 7.3% |
| (Missing) | 40020 |
Length
| Value | Count | Frequency (%) |
| internalmedicine | 11712 | |
| emergency/trauma | 6021 | |
| family/generalpractice | 5939 | |
| cardiology | 4273 | 10.3% |
| surgery-general | 2473 | 6.0% |
| nephrology | 1299 | 3.1% |
| orthopedics | 1100 | 2.7% |
| orthopedics-reconstructive | 981 | 2.4% |
| radiologist | 913 | 2.2% |
| pulmonology | 700 | 1.7% |
| Other values (60) | 5981 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
has_prosthesis
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 79.6 KiB |
| False | |
|---|---|
| True | 862 |
| Value | Count | Frequency (%) |
| False | 80550 | |
| True | 862 | 1.1% |
complete_vaccination_status
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 79.8 KiB |
| complete | |
|---|---|
| incomplete | |
| none | 320 |
Length
| Max length | 10 |
|---|---|
| Median length | 8 |
| Mean length | 8.327666683 |
| Min length | 4 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | complete |
|---|---|
| 2nd row | complete |
| 3rd row | complete |
| 4th row | complete |
| 5th row | complete |
Common Values
| Value | Count | Frequency (%) |
| complete | 67114 | |
| incomplete | 13978 | 17.2% |
| none | 320 | 0.4% |
Length
Pie chart
| Value | Count | Frequency (%) |
| complete | 67114 | |
| incomplete | 13978 | 17.2% |
| none | 320 | 0.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 115 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 1493 |
| Missing (%) | 1.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 43.07119709 |
| Minimum | 1 |
|---|---|
| Maximum | 132 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 636.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 32 |
| median | 44 |
| Q3 | 57 |
| 95-th percentile | 73 |
| Maximum | 132 |
| Range | 131 |
| Interquartile range (IQR) | 25 |
Descriptive statistics
| Standard deviation | 19.63040493 |
|---|---|
| Coefficient of variation (CV) | 0.4557664114 |
| Kurtosis | -0.2441755168 |
| Mean | 43.07119709 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | -0.2404533528 |
| Sum | 3442207 |
| Variance | 385.3527977 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 2533 | 3.1% |
| 43 | 2207 | 2.7% |
| 44 | 1988 | 2.4% |
| 45 | 1884 | 2.3% |
| 38 | 1764 | 2.2% |
| 40 | 1736 | 2.1% |
| 46 | 1720 | 2.1% |
| 41 | 1718 | 2.1% |
| 47 | 1679 | 2.1% |
| 39 | 1662 | 2.0% |
| Other values (105) | 61028 |
| Value | Count | Frequency (%) |
| 1 | 2533 | |
| 2 | 858 | 1.1% |
| 3 | 523 | 0.6% |
| 4 | 285 | 0.4% |
| 5 | 231 | 0.3% |
| 6 | 214 | 0.3% |
| 7 | 258 | 0.3% |
| 8 | 281 | 0.3% |
| 9 | 728 | 0.9% |
| 10 | 655 | 0.8% |
| Value | Count | Frequency (%) |
| 132 | 1 | < 0.1% |
| 126 | 1 | < 0.1% |
| 121 | 1 | < 0.1% |
| 118 | 1 | < 0.1% |
| 114 | 2 | |
| 113 | 1 | < 0.1% |
| 111 | 2 | |
| 109 | 3 | |
| 108 | 3 | |
| 106 | 4 |
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.341767798 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 37355 |
| Zeros (%) | 45.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 636.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 5 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.708464781 |
|---|---|
| Coefficient of variation (CV) | 1.273293921 |
| Kurtosis | 0.8445664498 |
| Mean | 1.341767798 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.313355194 |
| Sum | 109236 |
| Variance | 2.918851909 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 37355 | |
| 1 | 16513 | |
| 2 | 10162 | 12.5% |
| 3 | 7548 | 9.3% |
| 6 | 3994 | 4.9% |
| 4 | 3409 | 4.2% |
| 5 | 2431 | 3.0% |
| Value | Count | Frequency (%) |
| 0 | 37355 | |
| 1 | 16513 | |
| 2 | 10162 | 12.5% |
| 3 | 7548 | 9.3% |
| 4 | 3409 | 4.2% |
| 5 | 2431 | 3.0% |
| 6 | 3994 | 4.9% |
| Value | Count | Frequency (%) |
| 6 | 3994 | 4.9% |
| 5 | 2431 | 3.0% |
| 4 | 3409 | 4.2% |
| 3 | 7548 | 9.3% |
| 2 | 10162 | 12.5% |
| 1 | 16513 | |
| 0 | 37355 |
| Distinct | 73 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 2678 |
| Missing (%) | 3.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16.02442401 |
| Minimum | 1 |
|---|---|
| Maximum | 81 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 636.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 6 |
| Q1 | 10 |
| median | 15 |
| Q3 | 20 |
| 95-th percentile | 31 |
| Maximum | 81 |
| Range | 80 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 8.107234783 |
|---|---|
| Coefficient of variation (CV) | 0.5059298717 |
| Kurtosis | 3.427614554 |
| Mean | 16.02442401 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 1.316139858 |
| Sum | 1261667 |
| Variance | 65.72725582 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 13 | 4714 | 5.8% |
| 12 | 4636 | 5.7% |
| 11 | 4457 | 5.5% |
| 15 | 4443 | 5.5% |
| 14 | 4436 | 5.4% |
| 16 | 4234 | 5.2% |
| 10 | 4108 | 5.0% |
| 17 | 3817 | 4.7% |
| 9 | 3813 | 4.7% |
| 18 | 3523 | 4.3% |
| Other values (63) | 36553 |
| Value | Count | Frequency (%) |
| 1 | 203 | 0.2% |
| 2 | 357 | 0.4% |
| 3 | 687 | 0.8% |
| 4 | 1107 | 1.4% |
| 5 | 1570 | 1.9% |
| 6 | 2094 | |
| 7 | 2662 | |
| 8 | 3356 | |
| 9 | 3813 | |
| 10 | 4108 |
| Value | Count | Frequency (%) |
| 81 | 1 | < 0.1% |
| 75 | 2 | < 0.1% |
| 74 | 1 | < 0.1% |
| 70 | 2 | < 0.1% |
| 69 | 5 | |
| 68 | 6 | |
| 67 | 6 | |
| 66 | 3 | < 0.1% |
| 65 | 8 | |
| 64 | 7 |
| Distinct | 39 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.3709526851 |
| Minimum | 0 |
|---|---|
| Maximum | 42 |
| Zeros | 67984 |
| Zeros (%) | 83.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 636.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 42 |
| Range | 42 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.278537861 |
|---|---|
| Coefficient of variation (CV) | 3.446633256 |
| Kurtosis | 152.4729964 |
| Mean | 0.3709526851 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 8.984331589 |
| Sum | 30200 |
| Variance | 1.634659062 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 67984 | |
| 1 | 6862 | 8.4% |
| 2 | 2904 | 3.6% |
| 3 | 1618 | 2.0% |
| 4 | 873 | 1.1% |
| 5 | 420 | 0.5% |
| 6 | 238 | 0.3% |
| 7 | 129 | 0.2% |
| 8 | 76 | 0.1% |
| 9 | 73 | 0.1% |
| Other values (29) | 235 | 0.3% |
| Value | Count | Frequency (%) |
| 0 | 67984 | |
| 1 | 6862 | 8.4% |
| 2 | 2904 | 3.6% |
| 3 | 1618 | 2.0% |
| 4 | 873 | 1.1% |
| 5 | 420 | 0.5% |
| 6 | 238 | 0.3% |
| 7 | 129 | 0.2% |
| 8 | 76 | 0.1% |
| 9 | 73 | 0.1% |
| Value | Count | Frequency (%) |
| 42 | 1 | |
| 40 | 1 | |
| 39 | 1 | |
| 38 | 1 | |
| 37 | 1 | |
| 36 | 1 | |
| 35 | 1 | |
| 34 | 1 | |
| 33 | 2 | |
| 29 | 2 |
| Distinct | 29 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1975875792 |
| Minimum | 0 |
|---|---|
| Maximum | 64 |
| Zeros | 72350 |
| Zeros (%) | 88.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 636.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 64 |
| Range | 64 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.8812896989 |
|---|---|
| Coefficient of variation (CV) | 4.460248475 |
| Kurtosis | 638.5493694 |
| Mean | 0.1975875792 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 16.40885167 |
| Sum | 16086 |
| Variance | 0.7766715333 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 72350 | |
| 1 | 6064 | 7.4% |
| 2 | 1646 | 2.0% |
| 3 | 588 | 0.7% |
| 4 | 292 | 0.4% |
| 5 | 167 | 0.2% |
| 6 | 82 | 0.1% |
| 7 | 55 | 0.1% |
| 8 | 39 | < 0.1% |
| 9 | 27 | < 0.1% |
| Other values (19) | 102 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 72350 | |
| 1 | 6064 | 7.4% |
| 2 | 1646 | 2.0% |
| 3 | 588 | 0.7% |
| 4 | 292 | 0.4% |
| 5 | 167 | 0.2% |
| 6 | 82 | 0.1% |
| 7 | 55 | 0.1% |
| 8 | 39 | < 0.1% |
| 9 | 27 | < 0.1% |
| Value | Count | Frequency (%) |
| 64 | 1 | < 0.1% |
| 46 | 1 | < 0.1% |
| 42 | 1 | < 0.1% |
| 29 | 1 | < 0.1% |
| 28 | 1 | < 0.1% |
| 25 | 2 | |
| 24 | 1 | < 0.1% |
| 22 | 4 | |
| 21 | 2 | |
| 20 | 4 |
| Distinct | 21 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.6377929544 |
| Minimum | 0 |
|---|---|
| Maximum | 21 |
| Zeros | 53995 |
| Zeros (%) | 66.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 636.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 3 |
| Maximum | 21 |
| Range | 21 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.265472414 |
|---|---|
| Coefficient of variation (CV) | 1.984142981 |
| Kurtosis | 20.83213029 |
| Mean | 0.6377929544 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.619760625 |
| Sum | 51924 |
| Variance | 1.60142043 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 53995 | |
| 1 | 15706 | 19.3% |
| 2 | 6057 | 7.4% |
| 3 | 2747 | 3.4% |
| 4 | 1288 | 1.6% |
| 5 | 641 | 0.8% |
| 6 | 386 | 0.5% |
| 7 | 224 | 0.3% |
| 8 | 120 | 0.1% |
| 9 | 93 | 0.1% |
| Other values (11) | 155 | 0.2% |
| Value | Count | Frequency (%) |
| 0 | 53995 | |
| 1 | 15706 | 19.3% |
| 2 | 6057 | 7.4% |
| 3 | 2747 | 3.4% |
| 4 | 1288 | 1.6% |
| 5 | 641 | 0.8% |
| 6 | 386 | 0.5% |
| 7 | 224 | 0.3% |
| 8 | 120 | 0.1% |
| 9 | 93 | 0.1% |
| Value | Count | Frequency (%) |
| 21 | 1 | < 0.1% |
| 19 | 2 | < 0.1% |
| 18 | 1 | < 0.1% |
| 17 | 1 | < 0.1% |
| 16 | 4 | < 0.1% |
| 15 | 7 | < 0.1% |
| 14 | 6 | < 0.1% |
| 13 | 16 | < 0.1% |
| 12 | 30 | |
| 11 | 40 |
| Distinct | 701 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 636.2 KiB |
| 428 | 5429 |
|---|---|
| 414 | 5270 |
| 786 | 3232 |
| 410 | 2914 |
| 486 | 2776 |
| Other values (696) |
Length
| Max length | 6 |
|---|---|
| Median length | 3 |
| Mean length | 3.17798359 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 84 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | 721 |
|---|---|
| 2nd row | 276 |
| 3rd row | 414 |
| 4th row | 577 |
| 5th row | 531 |
Common Values
| Value | Count | Frequency (%) |
| 428 | 5429 | 6.7% |
| 414 | 5270 | 6.5% |
| 786 | 3232 | 4.0% |
| 410 | 2914 | 3.6% |
| 486 | 2776 | 3.4% |
| 427 | 2218 | 2.7% |
| 491 | 1811 | 2.2% |
| 715 | 1691 | 2.1% |
| 780 | 1620 | 2.0% |
| 682 | 1612 | 2.0% |
| Other values (691) | 52839 |
Length
| Value | Count | Frequency (%) |
| 428 | 5429 | 6.7% |
| 414 | 5270 | 6.5% |
| 786 | 3232 | 4.0% |
| 410 | 2914 | 3.6% |
| 486 | 2776 | 3.4% |
| 427 | 2218 | 2.7% |
| 491 | 1811 | 2.2% |
| 715 | 1691 | 2.1% |
| 780 | 1620 | 2.0% |
| 682 | 1612 | 2.0% |
| Other values (691) | 52839 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 725 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 1349 |
| Missing (%) | 1.7% |
| Memory size | 636.2 KiB |
| 276 | 5296 |
|---|---|
| 428 | 5234 |
| 250 | 4778 |
| 427 | 3949 |
| 401 | 2906 |
| Other values (720) |
Length
| Max length | 6 |
|---|---|
| Median length | 3 |
| Mean length | 3.166931042 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 126 ? |
|---|---|
| Unique (%) | 0.2% |
Sample
| 1st row | 250.6 |
|---|---|
| 2nd row | 507 |
| 3rd row | 490 |
| 4th row | 585 |
| 5th row | 532 |
Common Values
| Value | Count | Frequency (%) |
| 276 | 5296 | 6.5% |
| 428 | 5234 | 6.4% |
| 250 | 4778 | 5.9% |
| 427 | 3949 | 4.9% |
| 401 | 2906 | 3.6% |
| 496 | 2626 | 3.2% |
| 599 | 2604 | 3.2% |
| 403 | 2252 | 2.8% |
| 414 | 2076 | 2.5% |
| 411 | 2019 | 2.5% |
| Other values (715) | 46323 |
Length
| Value | Count | Frequency (%) |
| 276 | 5296 | 6.6% |
| 428 | 5234 | 6.5% |
| 250 | 4778 | 6.0% |
| 427 | 3949 | 4.9% |
| 401 | 2906 | 3.6% |
| 496 | 2626 | 3.3% |
| 599 | 2604 | 3.3% |
| 403 | 2252 | 2.8% |
| 414 | 2076 | 2.6% |
| 411 | 2019 | 2.5% |
| Other values (715) | 46323 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 761 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 636.2 KiB |
| 250 | |
|---|---|
| 401 | |
| 276 | 4112 |
| 428 | 3734 |
| 427 | 3156 |
| Other values (756) |
Length
| Max length | 6 |
|---|---|
| Median length | 3 |
| Mean length | 3.111678868 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 114 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | 357 |
|---|---|
| 2nd row | 150 |
| 3rd row | 250 |
| 4th row | 250 |
| 5th row | 562 |
Common Values
| Value | Count | Frequency (%) |
| 250 | 9166 | 11.3% |
| 401 | 6606 | 8.1% |
| 276 | 4112 | 5.1% |
| 428 | 3734 | 4.6% |
| 427 | 3156 | 3.9% |
| 414 | 2938 | 3.6% |
| 496 | 2090 | 2.6% |
| 403 | 1886 | 2.3% |
| 585 | 1621 | 2.0% |
| 272 | 1605 | 2.0% |
| Other values (751) | 44498 |
Length
| Value | Count | Frequency (%) |
| 250 | 9166 | 11.3% |
| 401 | 6606 | 8.1% |
| 276 | 4112 | 5.1% |
| 428 | 3734 | 4.6% |
| 427 | 3156 | 3.9% |
| 414 | 2938 | 3.6% |
| 496 | 2090 | 2.6% |
| 403 | 1886 | 2.3% |
| 585 | 1621 | 2.0% |
| 272 | 1605 | 2.0% |
| Other values (751) | 44498 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
number_diagnoses
Real number (ℝ≥0)
| Distinct | 16 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.421964821 |
| Minimum | 1 |
|---|---|
| Maximum | 16 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 636.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 6 |
| median | 8 |
| Q3 | 9 |
| 95-th percentile | 9 |
| Maximum | 16 |
| Range | 15 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.931480463 |
|---|---|
| Coefficient of variation (CV) | 0.2602384287 |
| Kurtosis | -0.07655270384 |
| Mean | 7.421964821 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.8713996895 |
| Sum | 604237 |
| Variance | 3.730616778 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9 | 39501 | |
| 5 | 9144 | 11.2% |
| 8 | 8506 | 10.4% |
| 7 | 8379 | 10.3% |
| 6 | 8133 | 10.0% |
| 4 | 4428 | 5.4% |
| 3 | 2238 | 2.7% |
| 2 | 824 | 1.0% |
| 1 | 167 | 0.2% |
| 16 | 38 | < 0.1% |
| Other values (6) | 54 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 167 | 0.2% |
| 2 | 824 | 1.0% |
| 3 | 2238 | 2.7% |
| 4 | 4428 | 5.4% |
| 5 | 9144 | 11.2% |
| 6 | 8133 | 10.0% |
| 7 | 8379 | 10.3% |
| 8 | 8506 | 10.4% |
| 9 | 39501 | |
| 10 | 14 | < 0.1% |
| Value | Count | Frequency (%) |
| 16 | 38 | < 0.1% |
| 15 | 8 | < 0.1% |
| 14 | 5 | < 0.1% |
| 13 | 14 | < 0.1% |
| 12 | 5 | < 0.1% |
| 11 | 8 | < 0.1% |
| 10 | 14 | < 0.1% |
| 9 | 39501 | |
| 8 | 8506 | 10.4% |
| 7 | 8379 | 10.3% |
blood_type
Categorical
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 80.0 KiB |
| O+ | |
|---|---|
| A+ | |
| B+ | |
| O- | |
| A- | |
| Other values (3) |
Length
| Max length | 3 |
|---|---|
| Median length | 2 |
| Mean length | 2.041738319 |
| Min length | 2 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | A+ |
|---|---|
| 2nd row | B+ |
| 3rd row | O+ |
| 4th row | AB- |
| 5th row | A+ |
Common Values
| Value | Count | Frequency (%) |
| O+ | 32053 | |
| A+ | 24744 | |
| B+ | 9218 | 11.3% |
| O- | 5689 | 7.0% |
| A- | 4826 | 5.9% |
| AB+ | 2619 | 3.2% |
| B- | 1484 | 1.8% |
| AB- | 779 | 1.0% |
Length
Pie chart
| Value | Count | Frequency (%) |
| o | 37742 | |
| a | 29570 | |
| b | 10702 | 13.1% |
| ab | 3398 | 4.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
hemoglobin_level
Real number (ℝ≥0)
| Distinct | 77 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.19232791 |
| Minimum | 10.5 |
|---|---|
| Maximum | 18.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 636.2 KiB |
Quantile statistics
| Minimum | 10.5 |
|---|---|
| 5-th percentile | 12.6 |
| Q1 | 13.4 |
| median | 14.1 |
| Q3 | 15 |
| 95-th percentile | 16 |
| Maximum | 18.6 |
| Range | 8.1 |
| Interquartile range (IQR) | 1.6 |
Descriptive statistics
| Standard deviation | 1.059999933 |
|---|---|
| Coefficient of variation (CV) | 0.07468823574 |
| Kurtosis | -0.4492654524 |
| Mean | 14.19232791 |
| Median Absolute Deviation (MAD) | 0.8 |
| Skewness | 0.1878605037 |
| Sum | 1155425.8 |
| Variance | 1.123599858 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 13.6 | 2964 | 3.6% |
| 13.9 | 2911 | 3.6% |
| 13.7 | 2876 | 3.5% |
| 13.8 | 2841 | 3.5% |
| 13.5 | 2796 | 3.4% |
| 14.1 | 2745 | 3.4% |
| 14 | 2730 | 3.4% |
| 14.2 | 2657 | 3.3% |
| 13.4 | 2654 | 3.3% |
| 13.3 | 2643 | 3.2% |
| Other values (67) | 53595 |
| Value | Count | Frequency (%) |
| 10.5 | 2 | < 0.1% |
| 10.8 | 2 | < 0.1% |
| 10.9 | 3 | < 0.1% |
| 11 | 5 | < 0.1% |
| 11.1 | 3 | < 0.1% |
| 11.2 | 18 | < 0.1% |
| 11.3 | 17 | < 0.1% |
| 11.4 | 33 | |
| 11.5 | 47 | |
| 11.6 | 71 |
| Value | Count | Frequency (%) |
| 18.6 | 1 | < 0.1% |
| 18.2 | 2 | < 0.1% |
| 18.1 | 2 | < 0.1% |
| 18 | 1 | < 0.1% |
| 17.9 | 2 | < 0.1% |
| 17.8 | 2 | < 0.1% |
| 17.7 | 2 | < 0.1% |
| 17.6 | 7 | < 0.1% |
| 17.5 | 16 | |
| 17.4 | 32 |
blood_transfusion
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 79.6 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 71697 | |
| True | 9715 | 11.9% |
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 77159 |
| Missing (%) | 94.8% |
| Memory size | 79.8 KiB |
| normal | |
|---|---|
| >200 | |
| >300 |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.963555138 |
| Min length | 4 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | >300 |
|---|---|
| 2nd row | normal |
| 3rd row | >300 |
| 4th row | >300 |
| 5th row | >300 |
Common Values
| Value | Count | Frequency (%) |
| normal | 2049 | 2.5% |
| >200 | 1179 | 1.4% |
| >300 | 1025 | 1.3% |
| (Missing) | 77159 |
Length
Pie chart
| Value | Count | Frequency (%) |
| normal | 2049 | |
| 200 | 1179 | |
| 300 | 1025 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 67807 |
| Missing (%) | 83.3% |
| Memory size | 79.8 KiB |
| >8 | |
|---|---|
| normal | |
| >7 |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 3.17692025 |
| Min length | 2 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | >7 |
|---|---|
| 2nd row | >8 |
| 3rd row | >7 |
| 4th row | >7 |
| 5th row | >7 |
Common Values
| Value | Count | Frequency (%) |
| >8 | 6547 | 8.0% |
| normal | 4003 | 4.9% |
| >7 | 3055 | 3.8% |
| (Missing) | 67807 |
Length
Pie chart
| Value | Count | Frequency (%) |
| 8 | 6547 | |
| normal | 4003 | |
| 7 | 3055 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
diuretics
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 79.6 KiB |
| False | |
|---|---|
| True | 1519 |
| Value | Count | Frequency (%) |
| False | 79893 | |
| True | 1519 | 1.9% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 79.6 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 44360 | |
| False | 37052 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 79.6 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 43772 | |
| True | 37640 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 79.6 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 62718 | |
| False | 18694 | 23.0% |
readmitted
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 79.6 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 72340 | |
| True | 9072 | 11.1% |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| admission_id | patient_id | race | gender | age | weight | admission_type_code | discharge_disposition_code | admission_source_code | time_in_hospital | payer_code | medical_specialty | has_prosthesis | complete_vaccination_status | num_lab_procedures | num_procedures | num_medications | number_outpatient | number_emergency | number_inpatient | diag_1 | diag_2 | diag_3 | number_diagnoses | blood_type | hemoglobin_level | blood_transfusion | max_glu_serum | A1Cresult | diuretics | insulin | change | diabetesMed | readmitted | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 199042938 | white | male | 50 | <NA> | Elective | Discharged to home | Physician Referral | 1 | NaN | None | False | complete | 24.0 | 3 | 9.0 | 0 | 0 | 0 | 721 | 250.6 | 357 | 5 | A+ | 14.5 | False | NaN | NaN | False | False | False | True | False |
| 1 | 1 | 91962954 | white | male | 80 | <NA> | Urgent | Discharged to home | Emergency Room | 3 | MC | Emergency/Trauma | False | complete | 50.0 | 0 | 8.0 | 0 | 0 | 1 | 276 | 507 | 150 | 9 | B+ | 15.7 | False | NaN | >7 | False | False | False | False | True |
| 2 | 2 | 109707084 | white | female | 60 | <NA> | Emergency | Discharged to home | Emergency Room | 5 | MD | None | False | complete | 43.0 | 6 | 28.0 | 0 | 0 | 0 | 414 | 490 | 250 | 6 | O+ | 13.0 | False | NaN | NaN | False | True | True | True | False |
| 3 | 3 | 157495374 | black | female | 70 | <NA> | NaN | Discharged to home | NaN | 2 | NaN | None | False | complete | 58.0 | 5 | 8.0 | 0 | 1 | 1 | 577 | 585 | 250 | 9 | AB- | 13.5 | False | NaN | >8 | False | False | False | True | False |
| 4 | 4 | 82692360 | white | female | <NA> | <NA> | Emergency | Discharged/transferred to another rehab fac including rehab units of a hospital | Emergency Room | 12 | MC | None | False | complete | 56.0 | 1 | 16.0 | 0 | 0 | 2 | 531 | 532 | 562 | 8 | A+ | 13.0 | False | NaN | NaN | False | False | False | False | False |
| 5 | 5 | 218016576 | white | female | 70 | <NA> | Urgent | Discharged to home | Physician Referral | 4 | HM | None | False | incomplete | 14.0 | 3 | 13.0 | 0 | 0 | 0 | 578 | 280 | 562 | 9 | A+ | 13.1 | False | NaN | NaN | False | False | False | True | True |
| 6 | 6 | 143084970 | white | male | 60 | <NA> | Emergency | Discharged to home | Emergency Room | 6 | BC | None | False | complete | 62.0 | 0 | 21.0 | 0 | 0 | 0 | 482 | 428 | 276 | 9 | A- | 14.2 | False | NaN | >7 | False | True | False | True | False |
| 7 | 7 | 227644092 | other | female | 70 | <NA> | Elective | Discharged to home | Physician Referral | 11 | NaN | InternalMedicine | False | incomplete | 18.0 | 4 | 9.0 | 1 | 0 | 1 | V57 | 438 | 599 | 6 | O+ | 12.9 | False | NaN | NaN | False | False | False | False | False |
| 8 | 8 | 77740434 | white | female | 70 | <NA> | Emergency | Discharged/transferred to SNF | Emergency Room | 2 | MC | None | False | complete | 36.0 | 0 | 9.0 | 0 | 0 | 3 | 250.8 | 682 | 496 | 6 | O- | 13.9 | False | NaN | NaN | False | True | False | True | False |
| 9 | 9 | 203123016 | white | female | 40 | <NA> | Elective | Discharged to home | Physician Referral | 2 | NaN | None | False | complete | 5.0 | 2 | 25.0 | 0 | 0 | 0 | 433 | 362 | 401 | 9 | A+ | 13.2 | False | NaN | NaN | False | True | True | True | False |
Last rows
| admission_id | patient_id | race | gender | age | weight | admission_type_code | discharge_disposition_code | admission_source_code | time_in_hospital | payer_code | medical_specialty | has_prosthesis | complete_vaccination_status | num_lab_procedures | num_procedures | num_medications | number_outpatient | number_emergency | number_inpatient | diag_1 | diag_2 | diag_3 | number_diagnoses | blood_type | hemoglobin_level | blood_transfusion | max_glu_serum | A1Cresult | diuretics | insulin | change | diabetesMed | readmitted | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 81402 | 81402 | 155324556 | other | male | 50 | <NA> | Emergency | Discharged to home | Emergency Room | 3 | MD | None | False | incomplete | 1.0 | 0 | 13.0 | 0 | 0 | 0 | 682 | 250.82 | 707 | 9 | O+ | 16.7 | False | NaN | NaN | False | True | False | True | False |
| 81403 | 81403 | 224478630 | black | female | 80 | <NA> | Elective | Discharged/transferred to home with home health service | Clinic Referral | 7 | NaN | None | False | complete | 35.0 | 2 | 37.0 | 0 | 2 | 0 | 440 | 707 | 401 | 4 | A+ | 13.8 | False | NaN | NaN | False | True | True | True | True |
| 81404 | 81404 | 228104460 | black | female | 50 | <NA> | Elective | Discharged to home | Physician Referral | 3 | NaN | ObstetricsandGynecology | False | complete | 8.0 | 2 | 12.0 | 0 | 0 | 0 | 218 | 218 | 626 | 9 | AB- | 12.8 | False | NaN | NaN | False | False | False | True | False |
| 81405 | 81405 | 48436146 | black | female | 40 | <NA> | Emergency | Discharged to home | Emergency Room | 6 | MC | Nephrology | False | incomplete | 35.0 | 3 | 22.0 | 0 | 0 | 0 | 595 | 591 | V45 | 9 | B+ | 11.4 | False | NaN | NaN | False | True | False | True | False |
| 81406 | 81406 | 91915884 | white | female | 80 | <NA> | Emergency | Discharged/transferred to SNF | Emergency Room | 4 | MD | None | False | complete | 46.0 | 0 | 11.0 | 0 | 0 | 0 | 584 | 276 | 272 | 9 | A+ | 13.8 | False | NaN | NaN | False | True | False | True | False |
| 81407 | 81407 | 80746578 | white | male | 60 | <NA> | Emergency | Discharged/transferred to a nursing facility certified under Medicaid but not certified under Medicare | Emergency Room | 2 | MD | None | False | complete | 64.0 | 0 | 22.0 | 0 | 0 | 3 | 486 | 496 | 250.92 | 5 | O+ | 15.4 | False | NaN | NaN | False | True | True | True | False |
| 81408 | 81408 | 221853996 | black | female | 70 | <NA> | Emergency | Discharged/transferred to home with home health service | Emergency Room | 8 | CP | InternalMedicine | False | complete | 62.0 | 2 | 19.0 | 0 | 0 | 1 | 440 | 401 | 276 | 9 | O+ | 12.8 | False | NaN | NaN | False | True | True | True | False |
| 81409 | 81409 | 104846580 | black | female | 60 | <NA> | Emergency | Discharged/transferred to another rehab fac including rehab units of a hospital | Emergency Room | 5 | NaN | None | False | complete | 1.0 | 2 | 14.0 | 0 | 0 | 0 | 822 | 403 | 250.6 | 9 | B+ | 13.0 | False | NaN | NaN | False | False | False | False | True |
| 81410 | 81410 | 229820346 | white | female | 50 | <NA> | Elective | Discharged to home | Clinic Referral | 1 | NaN | None | False | complete | 30.0 | 1 | 10.0 | 0 | 0 | 0 | 996 | 753 | 250 | 7 | AB+ | 13.3 | True | NaN | NaN | False | False | False | True | False |
| 81411 | 81411 | 49302180 | black | female | 40 | <NA> | Emergency | Discharged to home | Emergency Room | 3 | NaN | InternalMedicine | False | complete | 43.0 | 0 | 14.0 | 0 | 0 | 0 | 250.12 | 198 | V10 | 4 | B+ | 12.4 | False | NaN | NaN | False | True | True | True | False |